SOTAVerified

Unsupervised Pre-training

Pre-training a neural network using unsupervised (self-supervised) auxiliary tasks on unlabeled data.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 265 papers

TitleStatusHype
CochCeps-Augment: A Novel Self-Supervised Contrastive Learning Using Cochlear Cepstrum-based Masking for Speech Emotion RecognitionCode0
MLIP: Enhancing Medical Visual Representation with Divergence Encoder and Knowledge-guided Contrastive Learning—0
Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage RetrievalCode1
Unsupervised Pre-Training for 3D Leaf Instance Segmentation—0
FairSISA: Ensemble Post-Processing to Improve Fairness of Unlearning in LLMs—0
Unified Multi-modal Unsupervised Representation Learning for Skeleton-based Action UnderstandingCode1
Unsupervised Pre-Training Using Masked Autoencoders for ECG Analysis—0
METRA: Scalable Unsupervised RL with Metric-Aware AbstractionCode1
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification—0
Automated clinical coding using off-the-shelf large language models—0
CUPre: Cross-domain Unsupervised Pre-training for Few-Shot Cell Segmentation—0
Classifying Whole Slide Images: What Matters?—0
Pre-Training and Fine-Tuning Generative Flow Networks—0
Differentially Private Optimization for Non-Decomposable Objective Functions—0
A Brief History of Prompt: Leveraging Language Models. (Through Advanced Prompting)—0
Unsupervised Pre-Training for Vietnamese Automatic Speech Recognition in the HYKIST Project—0
Examining the Effect of Pre-training on Time Series Classification—0
Self-Supervised Pre-Training Boosts Semantic Scene Segmentation on LiDAR DataCode0
Enhancing the vocal range of single-speaker singing voice synthesis with melody-unsupervised pre-training—0
Masked Feature Modelling: Feature Masking for the Unsupervised Pre-training of a Graph Attention Network Block for Bottom-up Video Event Recognition—0
Semi-Supervised Semantic Segmentation of Cell Nuclei via Diffusion-based Large-Scale Pre-Training and Collaborative Learning—0
Towards General Text Embeddings with Multi-stage Contrastive Learning—0
HIQL: Offline Goal-Conditioned RL with Latent States as ActionsCode1
Disentangling Node Attributes from Graph Topology for Improved Generalizability in Link Prediction—0
ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised Representation Learning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
115RDLsAccuracy (%)95—Unverified
29RDLsAccuracy (%)94—Unverified
33 RMDLAccuracy (%)93—Unverified
4CNNAccuracy (%)73—Unverified
5RMDLAccuracy (%)0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1RMDL (30 RDLs)Sensitivity (VEB)90.69—Unverified
2Sensitivity89.1—Unverified
3RMDL 3 RDLsSensitivity0.87—Unverified